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a-convolution-kernel-implemented-by-vivado-hls

This project implements a convolution kernel based on vivado HLS on zcu104

accdnn

A compiler from AI model to RTL (Verilog) accelerator in FPGA hardware with auto design space exploration.

accelerating-cnn-with-fpga

This project accelerates CNN computation with the help of FPGA, for more than 50x speed-up compared with CPU.

ai-chip

A list of ICs and IPs for AI, Machine Learning and Deep Learning.

aichip_paper_list

aimet

AIMET is a library that provides advanced quantization and compression techniques for trained neural network models.

albumentations

Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125

awesome-embedded

A curated list of awesome embedded programming.

awesome-emdl

Embedded and mobile deep learning research resources

awesome-fpga-list

A collection of some awesome public FPGA projects.

awesome-ml-model-compression

Awesome machine learning model compression research papers, tools, and learning material.

awesome-model-quantization

A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously improving the project. Welcome to PR the works (papers, repositories) that are missed by the repo.

awesome-tiny-object-detection

🕶 A curated list of Tiny Object Detection papers and related resources.

awesome-yolo-object-detection

🚀🚀🚀 A collection of some awesome public YOLO object detection series projects.

azprocesser

bjut_tutorials

Things to learn for new students in the Lab for AI chips and systems of BJTU .

brevitas

Brevitas: quantization-aware training in PyTorch

calibtip

Improving Post Training Neural Quantization: Layer-wise Calibration and Integer Programming

cfu-playground

Want a faster ML processor? Do it yourself! -- A framework for playing with custom opcodes to accelerate TensorFlow Lite for Microcontrollers (TFLM). . . . . . Online tutorial: https://google.github.io/CFU-Playground/ For reference docs, see the link below.

cifar10-hls

cifar10数据集CNN的HLS前向传播

cnn-accelerator-vlsi

Convolutional accelerator kernel, target ASIC & FPGA

cnn-fpga

使用Verilog实现的CNN模块，可以方便的在FPGA项目中使用

cnna

A generic Convolutional Neural Network (CNN) Accelerator (CNNA) for FPGA

convolution-using-systolic-arrays

cse237c_finalproject_ksugumar_iameerud

Neural Network with HLS

data-gradients

Computer Vision dataset analysis

deepshift

Implementation of "DeepShift: Towards Multiplication-Less Neural Networks" https://arxiv.org/abs/1905.13298

dfq

PyTorch implementation of Data Free Quantization Through Weight Equalization and Bias Correction.

dnn-engine

AXI-Stream Universal DNN Engine with Novel Dataflow enabling 70.7 Gops/mm2 on TSMC 65nm GP for 8-bit VGG16

dnn_hls_accelerator

This repository contains source code for CNN layers of ALexNet using Xilinx HLS Vivado.